Relatori

5 lectures on: Inverse calibration of phenomenological plasticity. This series highlights advances in inverse calibration of phenomenological plasticity models, from the limits of conventional methods to full-field approaches, specimen design, verificatio

4 lectures on: Thermo-mechanical modeling and calorimetric analysis using full-field measurements. The course involves the presentation of a framework for the thermodynamically consistent modelling of complex problems, the experimental determination of e

6 lectures on: Numerical treatment, strain determination, parameter identification and validation. The courses cover constitutive modeling, FEM discretization, parameter calibration with least-squares as well as uncertainty analysis and identifiability,

4 lectures on: The stochastic formulation of inverse problems and its solution by neural networks. The courses cover the stochastic formulation of inverse problems based on the fusion of information, including Bayesian estimation and Kalman filtering, th

5 lectures on: Full-field measurements via image correlation. The courses cover advanced experiments calling for full-field data, basic principles of instantaneous DIC and its extension to 3D and 4D measurements, the coupling of FE analyses with DIC, and

5 lectures on: Uncertainty quantification for parameter identification in a physics-based or data-driven context. The courses cover frequentist and Bayesian approaches to uncertainty quantification for material parameter identification, sampling and opti